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[PE202559] ANDROID MALWARE CLASSIFICATION USING DEEP LEARNING -33%
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In the present day, there is a growing inclination towards the adoption of digitaltransformation and artificial intelligence in smart device applications across diverse operating systems. This trend aligns with the advancements of the fourth industrial revolution and is being observed in numerous domains of social and economic activity.
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14/03/2025
hotrodoan.vn_mã độc.pdf
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Research on the efficiency improvement of Android malware detection and classification is significant. Solving this problem thoroughly requires research, as Android
malware significantly impacts mobile users. The work has been done in the dissertation:
Survey on research related to detecting and classifying malware on Android from
the inception of the Android operating system until now (especially studies from 2019
to the present). From these studies, I now have a more general view of the research
directions in the problem of detecting and classifying malware on Android.
Regarding feature augmentation, I applied algorithms to augmentation features (Comatrix and Apriori), creating connections between features.
Regarding feature selection, I proposed a new method for the feature selection problem (based on popularity
and contrast calculation).
Regarding machine learning models and deep learning models, in the dissertation, I
have applied traditional machine learning models such as SVM, KNN, and RF. Deep
learning models such as DBN, CNN, RNN, etc. These models give positive experimental results. In addition to applying these existing models, I used the WDCNN
model, which is improved from the CNN model. Experimentally, this model has many
advantages and gives higher results than other deep learning models.
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